Postgraduate DiplomaRobotics, Automation & Control Applications open

Postgraduate Diploma in Laser/ToF/Structured Light and Precision Reconstruction

Online 800-hour Postgraduate Diploma in Laser/ToF/Structured Light and Precision Reconstruction. 8 modules covering IEC 60825-1, VDI/VDE 2634 Part 2 and Open3D. Assigned tutor and enrolment open.

Duration800 h
ModeOnline
AwardSEIUM Institute diploma
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Learning outcomes

What you will be able to do

01

Understand the physical principles of triangulation, ToF and structured light.

02

Select the appropriate 3D technology for each application.

03

Calibrate laser sensors, ToF cameras and projector-camera systems.

04

Process and register point clouds using robust algorithms.

05

Reconstruct precise surfaces and CAD models from scans.

06

Evaluate the performance of 3D systems according to VDI/VDE 2634.

07

Estimate the uncertainty of optical 3D measurements.

Profile

Who it's for

  • 3D vision engineer wishing to specialise in Laser/ToF/Structured Light and Precision Reconstruction.
  • Scanning and reverse engineering specialist wishing to specialise in Laser/ToF/Structured Light and Precision Reconstruction.
  • Point cloud algorithm developer wishing to specialise in Laser/ToF/Structured Light and Precision Reconstruction.
  • Optical metrology technician wishing to specialise in Laser/ToF/Structured Light and Precision Reconstruction.
  • Industrial inspection engineer wishing to specialise in Laser/ToF/Structured Light and Precision Reconstruction.
  • Researcher in 3D reconstruction wishing to specialise in Laser/ToF/Structured Light and Precision Reconstruction.
  • Graduates in engineering or sciences seeking to enter the automotive sector.
Standards & tools

What you'll work with

  • IEC 60825-1
  • VDI/VDE 2634 Parte 2
  • VDI/VDE 2634 Parte 3
  • ISO 10360-8
  • ASTM E2919
  • JCGM 100:2008 (GUM)
Syllabus

8 modules · 800 h

  1. 1.1Active and passive triangulation
  2. 1.2Direct and indirect time of flight
  3. 1.3Structured light and pattern coding
  4. 1.4Active stereo with projected pattern
  5. 1.5Interferometry and digital holography
  6. 1.6High-resolution chromatic confocal sensors
  7. 1.7Comparison of range, resolution and speed
  8. 1.8Laser safety and IEC 60825-1 classes
  9. 1.9Short-range photogrammetry with markers
  10. 1.10Practical: comparison of technologies on test pieces
  1. 2.1Triangulation geometry and the Scheimpflug principle
  2. 2.2Extraction of the laser line centre
  3. 2.3Speckle and its effect on accuracy
  4. 2.4Scanning specular surfaces
  5. 2.5In-line 2D profile sensors
  6. 2.6Scanning with encoder and motion
  7. 2.7Calibration of profile sensors
  8. 2.8Applications in welding and weld beads
  9. 2.9Triangulation angle and shadow zones
  10. 2.10Laboratory: profile measurement with a laser sensor
  1. 3.1Continuous and pulsed modulation
  2. 3.2Phase disambiguation
  3. 3.3Errors from multipath interference
  4. 3.4Shot noise and ambient light
  5. 3.5Correction of systematic errors
  6. 3.6SPAD sensors and solid-state LiDAR
  7. 3.7ToF and RGB fusion
  8. 3.8ToF logistics applications
  9. 3.9Measurement range and distance ambiguity
  10. 3.10Workshop: error correction on a ToF camera
  1. 4.1Gray coding and phase shifting
  2. 4.2Temporal and spatial phase unwrapping
  3. 4.3DLP projectors and MEMS laser projectors
  4. 4.4Interreflection effects and shiny surfaces
  5. 4.5High-speed scanning
  6. 4.6Single-shot patterns
  7. 4.7Joint calibration of projector and camera
  8. 4.8Handheld scanners and photogrammetry
  9. 4.9Depth of field and pattern blurring
  10. 4.10Practical: reconstruction by phase shifting
  1. 5.1Noise and Outlier Filtering
  2. 5.2Downsampling with Voxel Grid
  3. 5.3Normal and Curvature Estimation
  4. 5.4ICP registration and variants
  5. 5.5Global registration with FPFH descriptors
  6. 5.6Multi-View Fusion
  7. 5.7Segmentation with RANSAC
  8. 5.8PLY, E57 and the formats
  9. 5.9Removal of erroneous edge points
  10. 5.10Laboratory: View Registration with Open3D
  1. 6.1Poisson reconstruction
  2. 6.2Meshing by Delaunay triangulation
  3. 6.3Implicit surfaces and TSDF
  4. 6.4Mesh repair and simplification
  5. 6.5NURBS surface fitting
  6. 6.6Reverse engineering to CAD
  7. 6.7Deep learning reconstruction
  8. 6.8Accuracy versus mesh resolution
  9. 6.9Texturing and colour of reconstructed models
  10. 6.10Case study: reverse engineering of a blade
  1. 7.1Verification according to VDI/VDE 2634
  2. 7.2Form and size error tests
  3. 7.3Tests with reference spheres and planes
  4. 7.4Influence of surface and colour
  5. 7.5Ambient measurement conditions
  6. 7.6Uncertainty estimation
  7. 7.7Technology selection by application
  8. 7.8Total system cost
  9. 7.9Repeatability tests between sessions
  10. 7.10Case study: evaluation of a structured light scanner
  1. 8.1Definition of the object and requirements
  2. 8.2Selection of technology
  3. 8.3Design of the capture set-up
  4. 8.4System calibration
  5. 8.5Data acquisition
  6. 8.6Processing and reconstruction
  7. 8.7Accuracy assessment
  8. 8.8Analysis of results
  9. 8.9Report and presentation
  10. 8.10Final review with the tutor
Methodology, software & labs

How you'll learn

100 % online training on the SEIUM campus, with downloadable material, recorded classes and an assigned technical tutor. No fixed timetables: students progress at their own pace within the intake, which makes it compatible with work.

Each module combines theory, guided reading of the original standard and applied exercises. The working software is Open3D, Point Cloud Library (PCL), CloudCompare, MeshLab, Geomagic Design X, in free, academic or evaluation versions. The tests are studied using real reverse engineering procedures for mechanical components, weld bead measurement with a laser profilometer, and digitisation of parts with structured light. Assessment is continuous per module plus the final integrative project.

Accreditable laboratories(EN ISO/IEC 17025) with a rotor test rig, EMC/Lightning pre-compliance, HIL/SIL, vibration/acoustics.
Evidence-oriented final project:safety case, test plan, compliance dossier and operational limits.
Industry-mentored:lecturers with experience in training, , eVTOL/UAM and flight test.
Flexible format(hybrid/online), international cohorts and support from SEIUM Career Services.
Ethics and safety:safety-by-design approach, cyber-OT, DIH and compliance as pillars.
Capstone project

Build it end to end

Your final project follows the real engineering workflow, step by step, reviewed by your tutor.

Definition of the object and requirements

Understand the physical principles of triangulation, ToF and structured light.

Selection of technology

Select the appropriate 3D technology for each application.

Design of the capture set-up

Calibrate laser sensors, ToF cameras and projector-camera systems.

System calibration

Process and register point clouds using robust algorithms.

Data acquisition

Reconstruct precise surfaces and CAD models from scans.

Career opportunities

Where this takes you

3D vision engineerScanning and reverse engineering specialistPoint cloud algorithm developerOptical metrology technicianIndustrial inspection engineer3D reconstruction researcher
Admissions & scholarships

Requirements

  • Prior technical training or professional experience in the sector. No university degree is required.
  • Internet connection and a computer capable of running the programme's software.
  • Sufficient level of Spanish to follow technical standards documentation.

Ready to start?

Send your application today. Our admissions team replies within 72 hours with your study plan and funding options.

FAQ

Frequently asked questions

The programme totals 800 hours, spread over 6 to 8 months. That is an average of 10 to 15 hours per week, compatible with a full-time job.

The programme works with Open3D, Point Cloud Library (PCL), CloudCompare, MeshLab, Geomagic Design X. Free, academic or evaluation versions are used, and the tutor indicates the open-source alternative where one exists.

An own diploma from SEIUM on passing the continuous assessment and the integrative project. It is in-house training, not an official qualification from the Ministry.

Yes. Modules passed in a course or diploma in the same area are credited towards the advanced programme. Check the credit transfer policy when you enrol.

Postgraduate Diploma in Laser/ToF/Structured Light and Precision ReconstructionEnrol
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